Moments of Truth: The Experiences of Wives in HIV/AIDS Affected Nuclear Households in Mumbai
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
A study examining the impact of HIV/AlDS on nuclear households was undertaken in Mumbai, India. Data were collected through in-depth, individual interviews with both spouses in 7 households, the households being selected through purposive sampling. Qualitative analysis was done, through which core themes, major themes, and sub-themes and their linkages were identified. The experiences of wives, some of whom were seropositive, emerged as a significant component of the findings. Moments of truth emerged as the organizing/core theme around which these experiences could be understood. The major themes included hearing the seropositive diagnosis, redefining the marital relationship, being in charge, becoming a caregiver, facing the extended family, planning the future and discovering hidden strengths. Besides bringing out the complexity of the womens’ experiences, the findings stressed the need and urgency for gender-sensitive intervention programmes.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it